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On the Lift, Related Privacy Measures, and Applications to Privacy–Utility Trade-Offs †

This paper investigates lift, the likelihood ratio between the posterior and prior belief about sensitive features in a dataset. Maximum and minimum lifts over sensitive features quantify the adversary’s knowledge gain and should be bounded to protect privacy. We demonstrate that max- and min-lifts...

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Detalles Bibliográficos
Autores principales: Zarrabian, Mohammad Amin, Ding, Ni, Sadeghi, Parastoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10137968/
https://www.ncbi.nlm.nih.gov/pubmed/37190467
http://dx.doi.org/10.3390/e25040679

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